ENH: Is there a way to plot a long format data in matplotlib without pivoting the table ?

[infinity-void6]

Feature Type

• [ ] Adding new functionality to pandas

• [ ] Changing existing functionality in pandas

• [ ] Removing existing functionality in pandas

Problem Description

Problem

I am currently reading this book called Hands On Data Analysis using Pandas by Stefie Molin. There are two formats of data, wide and long format data. The author uses pandas and matplotlib to plot a wide format data while uses seaborn package for the long format data. I tried searching in the web and it seems to be the custom. I tried asking gpt as well, and I can plot the long format data without seaborn too but it seems that I have to pivot the dataset. Is there a way around it .

Wide Data Frame Sample

date	TMAX	TMIN	TOBS
2018-10-28	8.3	5.0	7.2
2018-10-04	22.8	11.7	11.7
2018-10-20	15.0	-0.6	10.6
2018-10-24	16.7	4.4	6.7
2018-10-23	15.6	-1.1	10.0

Long Data Frame Sample

date	datatype	value
2018-10-01	TMAX	21.1
2018-10-01	TMIN	8.9
2018-10-01	TOBS	13.9
2018-10-02	TMAX	23.9
2018-10-02	TMIN	13.9
2018-10-02	TOBS	17.2

Long Data Frame after pivoting

plot command for wide df ax = wide_df.plot( x='date', y=['TMAX', 'TMIN', 'TOBS'], figsize=(15, 5), title='Temperature in NYC in October 2018' ) plot command for long df after pivot ax=long_df.pivot(index='date',columns='datatype',values='value') and apply a similar command as above

plot command for long_df with seaborn ax=sns.lineplot(data=long_df,x='date',y='value',hue='datatype')

Why isn't there a hue parameter or something similar in pandas for a long data format? My question can also be framed this way, " Why is pandas not enough for plotting? Why do I need external packages like matplotlib and seaborn to plot pandas data structure?"

Forgive me for my ignorance but I really want to know why cann't the features available in pandas and seaborn be available in pandas.

Feature Description

Lets start with a hue feature in pandas for a long data format

Alternative Solutions

we might have to pivot the table if we have to plot without using seaborn if we just need to use pandas

Additional Context

No response

[rhshadrach]

" Why is pandas not enough for plotting? Why do I need external packages like matplotlib and seaborn to plot pandas data structure?"

pandas plotting uses matplotlib by default. You can change the backend to use different packages.

https://pandas.pydata.org/docs/dev/user_guide/visualization.html#plotting-backends

Does this answer your question?

[mfebrizio]

My two cents as a pandas user for a ~5 years:

• Pandas isn't primarily a plotting library, so you'll very quickly run into contexts where you need matplotlib, seaborn, etc.
• It's best to leave more complex visualization requirements to libraries dedicated to plotting, rather than adding more tertiary capabilities to pandas
• Pivoting or reshaping the dataset is pretty straightforward, so this doesn't seem like a compelling need. Also there will almost always be some preprocessing needed before data viz.